Overview

Dataset Statistics

Number of Variables 92
Number of Rows 2282
Missing Cells 3617
Missing Cells (%) 1.7%
Duplicate Rows 0
Duplicate Rows (%) 0.0%
Total Size in Memory 1.6 MB
Average Row Size in Memory 744.0 B
Variable Types
  • Numerical: 86
  • Categorical: 6

Dataset Insights

Open and High have similar distributions Similar Distribution
Open and Low have similar distributions Similar Distribution
Open and Close have similar distributions Similar Distribution
Open and Adj Close have similar distributions Similar Distribution
Open and volatility_kch have similar distributions Similar Distribution
Open and volatility_kcl have similar distributions Similar Distribution
Open and trend_ichimoku_b have similar distributions Similar Distribution
Open and trend_visual_ichimoku_b have similar distributions Similar Distribution
High and Low have similar distributions Similar Distribution
High and Close have similar distributions Similar Distribution
High and Adj Close have similar distributions Similar Distribution
High and volatility_kch have similar distributions Similar Distribution
High and volatility_kcl have similar distributions Similar Distribution
High and trend_ichimoku_b have similar distributions Similar Distribution
High and trend_visual_ichimoku_b have similar distributions Similar Distribution
Low and Close have similar distributions Similar Distribution
Low and Adj Close have similar distributions Similar Distribution
Low and volatility_kch have similar distributions Similar Distribution
Low and volatility_kcl have similar distributions Similar Distribution
Low and trend_ichimoku_b have similar distributions Similar Distribution
Low and trend_visual_ichimoku_b have similar distributions Similar Distribution
Close and Adj Close have similar distributions Similar Distribution
Close and volatility_kch have similar distributions Similar Distribution
Close and volatility_kcl have similar distributions Similar Distribution
Close and trend_ichimoku_b have similar distributions Similar Distribution
Close and trend_visual_ichimoku_b have similar distributions Similar Distribution
Adj Close and volatility_kch have similar distributions Similar Distribution
Adj Close and volatility_kcl have similar distributions Similar Distribution
Adj Close and trend_ichimoku_b have similar distributions Similar Distribution
Adj Close and trend_visual_ichimoku_b have similar distributions Similar Distribution
volatility_kcl and trend_ichimoku_b have similar distributions Similar Distribution
volatility_kcl and trend_visual_ichimoku_b have similar distributions Similar Distribution
trend_ichimoku_b and trend_visual_ichimoku_b have similar distributions Similar Distribution
trend_macd has 25 (1.1%) missing values Missing
trend_macd_signal has 33 (1.45%) missing values Missing
trend_macd_diff has 33 (1.45%) missing values Missing
trend_sma_slow has 25 (1.1%) missing values Missing
trend_ema_slow has 25 (1.1%) missing values Missing
trend_trix has 43 (1.88%) missing values Missing
trend_mass_index has 40 (1.75%) missing values Missing
trend_ichimoku_base has 25 (1.1%) missing values Missing
trend_ichimoku_a has 25 (1.1%) missing values Missing
trend_stc has 71 (3.11%) missing values Missing
trend_visual_ichimoku_a has 25 (1.1%) missing values Missing
trend_aroon_up has 25 (1.1%) missing values Missing
trend_aroon_down has 25 (1.1%) missing values Missing
trend_aroon_ind has 25 (1.1%) missing values Missing
trend_psar_up has 1100 (48.2%) missing values Missing
trend_psar_down has 1184 (51.88%) missing values Missing
momentum_stoch_rsi has 26 (1.14%) missing values Missing
momentum_stoch_rsi_k has 28 (1.23%) missing values Missing
momentum_stoch_rsi_d has 30 (1.31%) missing values Missing
momentum_tsi has 37 (1.62%) missing values Missing
momentum_uo has 28 (1.23%) missing values Missing
momentum_ao has 33 (1.45%) missing values Missing
momentum_ppo has 25 (1.1%) missing values Missing
momentum_ppo_signal has 33 (1.45%) missing values Missing
momentum_ppo_hist has 33 (1.45%) missing values Missing
momentum_pvo has 25 (1.1%) missing values Missing
momentum_pvo_signal has 33 (1.45%) missing values Missing
momentum_pvo_hist has 33 (1.45%) missing values Missing
Open is skewed Skewed
High is skewed Skewed
Low is skewed Skewed
Close is skewed Skewed
Adj Close is skewed Skewed
Volume is skewed Skewed
volume_adi is skewed Skewed
volume_obv is skewed Skewed
volume_fi is skewed Skewed
volume_em is skewed Skewed
volume_sma_em is skewed Skewed
volume_vpt is skewed Skewed
volume_vwap is skewed Skewed
volume_nvi is skewed Skewed
volatility_bbm is skewed Skewed
volatility_bbh is skewed Skewed
volatility_bbl is skewed Skewed
volatility_kcc is skewed Skewed
volatility_kch is skewed Skewed
volatility_kcl is skewed Skewed
volatility_dcl is skewed Skewed
volatility_dch is skewed Skewed
volatility_dcm is skewed Skewed
volatility_atr is skewed Skewed
trend_macd is skewed Skewed
trend_macd_signal is skewed Skewed
trend_macd_diff is skewed Skewed
trend_sma_fast is skewed Skewed
trend_sma_slow is skewed Skewed
trend_ema_fast is skewed Skewed
trend_ema_slow is skewed Skewed
trend_dpo is skewed Skewed
trend_ichimoku_conv is skewed Skewed
trend_ichimoku_base is skewed Skewed
trend_ichimoku_a is skewed Skewed
trend_ichimoku_b is skewed Skewed
trend_stc is skewed Skewed
trend_visual_ichimoku_a is skewed Skewed
trend_visual_ichimoku_b is skewed Skewed
trend_aroon_up is skewed Skewed
trend_aroon_down is skewed Skewed
trend_psar_up is skewed Skewed
trend_psar_down is skewed Skewed
momentum_stoch_rsi is skewed Skewed
momentum_stoch_rsi_k is skewed Skewed
momentum_ao is skewed Skewed
momentum_kama is skewed Skewed
others_dr is skewed Skewed
others_dlr is skewed Skewed
others_cr is skewed Skewed
volatility_bbhi has constant length 3 Constant Length
volatility_bbli has constant length 3 Constant Length
volatility_kchi has constant length 3 Constant Length
volatility_kcli has constant length 3 Constant Length
trend_psar_up_indicator has constant length 3 Constant Length
trend_psar_down_indicator has constant length 3 Constant Length
volume_cmf has 767 (33.61%) negatives Negatives
volume_fi has 1080 (47.33%) negatives Negatives
volume_em has 1091 (47.81%) negatives Negatives
volume_sma_em has 1063 (46.58%) negatives Negatives
volume_vpt has 444 (19.46%) negatives Negatives
volatility_bbp has 109 (4.78%) negatives Negatives
volatility_kcp has 410 (17.97%) negatives Negatives
trend_macd has 1122 (49.17%) negatives Negatives
trend_macd_signal has 1136 (49.78%) negatives Negatives
trend_macd_diff has 1068 (46.8%) negatives Negatives
trend_vortex_ind_diff has 1056 (46.28%) negatives Negatives
trend_trix has 1119 (49.04%) negatives Negatives
trend_dpo has 1199 (52.54%) negatives Negatives
trend_kst has 1092 (47.85%) negatives Negatives
trend_kst_sig has 1092 (47.85%) negatives Negatives
trend_kst_diff has 1155 (50.61%) negatives Negatives
trend_cci has 1046 (45.84%) negatives Negatives
trend_aroon_ind has 1023 (44.83%) negatives Negatives
momentum_tsi has 1103 (48.33%) negatives Negatives
momentum_wr has 2257 (98.9%) negatives Negatives
momentum_ao has 1074 (47.06%) negatives Negatives
momentum_roc has 1046 (45.84%) negatives Negatives
momentum_ppo has 1122 (49.17%) negatives Negatives
momentum_ppo_signal has 1136 (49.78%) negatives Negatives
momentum_ppo_hist has 1128 (49.43%) negatives Negatives
momentum_pvo has 1162 (50.92%) negatives Negatives
momentum_pvo_signal has 1120 (49.08%) negatives Negatives
momentum_pvo_hist has 1177 (51.58%) negatives Negatives
others_dr has 1107 (48.51%) negatives Negatives
others_dlr has 1107 (48.51%) negatives Negatives
others_cr has 1021 (44.74%) negatives Negatives
trend_aroon_up has 280 (12.27%) zeros Zeros
trend_aroon_down has 385 (16.87%) zeros Zeros
momentum_stoch_rsi has 284 (12.45%) zeros Zeros
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  • 14
  • 15
  • 16

Variables


Open

numerical

Approximate Distinct Count 2282
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 23003.7911
Minimum 3236.2747
Maximum 73079.375
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Open is skewed right (γ1 = 0.7924)

Quantile Statistics

Minimum 3236.2747
5-th Percentile 4071.1835
Q1 8567.5652
Median 18913.7969
Q3 35616.0098
95-th Percentile 57062.941
Maximum 73079.375
Range 69843.1003
IQR 27048.4446

Descriptive Statistics

Mean 23003.7911
Standard Deviation 16997.974
Variance 2.8893e+08
Sum 5.2495e+07
Skewness 0.7924
Kurtosis -0.4325
Coefficient of Variation 0.7389
  • Open is not normally distributed (p-value 4.105911714402478e-09)

High

numerical

Approximate Distinct Count 2281
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 23532.8197
Minimum 3275.3779
Maximum 73750.0703
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • High is skewed right (γ1 = 0.796)

Quantile Statistics

Minimum 3275.3779
5-th Percentile 4122.6256
Q1 8728.5601
Median 19306.7148
Q3 36745.6016
95-th Percentile 58338.3299
Maximum 73750.0703
Range 70474.6924
IQR 28017.0415

Descriptive Statistics

Mean 23532.8197
Standard Deviation 17428.5845
Variance 3.0376e+08
Sum 5.3702e+07
Skewness 0.796
Kurtosis -0.4311
Coefficient of Variation 0.7406
  • High is not normally distributed (p-value 6.648898708139215e-09)

Low

numerical

Approximate Distinct Count 2281
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 22441.2411
Minimum 3191.3035
Maximum 71334.0938
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Low is skewed right (γ1 = 0.7871)

Quantile Statistics

Minimum 3191.3035
5-th Percentile 4006.5464
Q1 8286.9656
Median 18402.9551
Q3 34400.2998
95-th Percentile 55135.9285
Maximum 71334.0938
Range 68142.7903
IQR 26113.3342

Descriptive Statistics

Mean 22441.2411
Standard Deviation 16537.5768
Variance 2.7349e+08
Sum 5.1211e+07
Skewness 0.7871
Kurtosis -0.4371
Coefficient of Variation 0.7369
  • Low is not normally distributed (p-value 5.105234027807538e-09)

Close

numerical

Approximate Distinct Count 2281
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 23027.0688
Minimum 3236.7617
Maximum 73083.5
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Close is skewed right (γ1 = 0.7937)

Quantile Statistics

Minimum 3236.7617
5-th Percentile 4071.4623
Q1 8566.6379
Median 18977.3271
Q3 35672.416
95-th Percentile 57081.3738
Maximum 73083.5
Range 69846.7383
IQR 27105.7781

Descriptive Statistics

Mean 23027.0688
Standard Deviation 17023.8457
Variance 2.8981e+08
Sum 5.2548e+07
Skewness 0.7937
Kurtosis -0.4265
Coefficient of Variation 0.7393
  • Close is not normally distributed (p-value 4.62892101199935e-09)

Adj Close

numerical

Approximate Distinct Count 2281
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 23027.0688
Minimum 3236.7617
Maximum 73083.5
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Adj Close is skewed right (γ1 = 0.7937)

Quantile Statistics

Minimum 3236.7617
5-th Percentile 4071.4623
Q1 8566.6379
Median 18977.3271
Q3 35672.416
95-th Percentile 57081.3738
Maximum 73083.5
Range 69846.7383
IQR 27105.7781

Descriptive Statistics

Mean 23027.0688
Standard Deviation 17023.8457
Variance 2.8981e+08
Sum 5.2548e+07
Skewness 0.7937
Kurtosis -0.4265
Coefficient of Variation 0.7393
  • Adj Close is not normally distributed (p-value 4.62892101199935e-09)

Volume

numerical

Approximate Distinct Count 2282
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 2.5564e+10
Minimum 2923670016
Maximum 350967941479
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Volume is skewed right (γ1 = 3.3378)

Quantile Statistics

Minimum 2923670016
5-th Percentile 4.3339e+09
Q1 1.2792e+10
Median 2.2706e+10
Q3 3.4236e+10
95-th Percentile 5.9744e+10
Maximum 350967941479
Range 348044271463
IQR 2.1444e+10

Descriptive Statistics

Mean 2.5564e+10
Standard Deviation 1.8755e+10
Variance 3.5176e+20
Sum 5.8338e+13
Skewness 3.3378
Kurtosis 41.0666
Coefficient of Variation 0.7337
  • Volume is not normally distributed (p-value 7.737805116124987e-10)
  • Volume has 76 outliers

volume_adi

numerical

Approximate Distinct Count 2282
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 2.3676e+12
Minimum 5.1053e+08
Maximum 4.7722e+12
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volume_adi is skewed left (γ1 = -0.1715)

Quantile Statistics

Minimum 5.1053e+08
5-th Percentile 9.0796e+10
Q1 5.0953e+11
Median 3.271e+12
Q3 4.0719e+12
95-th Percentile 4.2789e+12
Maximum 4.7722e+12
Range 4.7717e+12
IQR 3.5624e+12

Descriptive Statistics

Mean 2.3676e+12
Standard Deviation 1.775e+12
Variance 3.1506e+24
Sum 5.4029e+15
Skewness -0.1715
Kurtosis -1.8117
Coefficient of Variation 0.7497
  • volume_adi is not normally distributed (p-value 1.9890164451117304e-12)

volume_obv

numerical

Approximate Distinct Count 2282
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 9.9541e+11
Minimum 10291200000
Maximum 2608098142149
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volume_obv is skewed right (γ1 = 0.1186)

Quantile Statistics

Minimum 10291200000
5-th Percentile 7.3651e+10
Q1 4.0273e+11
Median 1.0564e+12
Q3 1.5918e+12
95-th Percentile 2.0429e+12
Maximum 2608098142149
Range 2597806942149
IQR 1.1891e+12

Descriptive Statistics

Mean 9.9541e+11
Standard Deviation 6.7065e+11
Variance 4.4977e+23
Sum 2.2715e+15
Skewness 0.1186
Kurtosis -1.1501
Coefficient of Variation 0.6737
  • volume_obv is not normally distributed (p-value 5.2250692505302625e-15)

volume_cmf

numerical

Approximate Distinct Count 2263
Approximate Unique (%) 100.0%
Missing 19
Missing (%) 0.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 36208
Mean 0.0651
Minimum -0.3315
Maximum 0.4801
Zeros 0
Zeros (%) 0.0%
Negatives 767
Negatives (%) 33.6%
  • volume_cmf is skewed right (γ1 = 0.1198)

Quantile Statistics

Minimum -0.3315
5-th Percentile -0.1604
Q1 -0.03711
Median 0.06451
Q3 0.1646
95-th Percentile 0.3059
Maximum 0.4801
Range 0.8116
IQR 0.2017

Descriptive Statistics

Mean 0.0651
Standard Deviation 0.142
Variance 0.02016
Sum 147.3287
Skewness 0.1198
Kurtosis -0.3203
Coefficient of Variation 2.181
  • volume_cmf is not normally distributed (p-value 1.2529426143406402e-05)
  • volume_cmf has 2 outliers

volume_fi

numerical

Approximate Distinct Count 2269
Approximate Unique (%) 100.0%
Missing 13
Missing (%) 0.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 36304
Mean 2.5057e+11
Minimum -1.7436e+14
Maximum 1.3245e+14
Zeros 0
Zeros (%) 0.0%
Negatives 1080
Negatives (%) 47.3%
  • volume_fi is skewed left (γ1 = -0.4197)

Quantile Statistics

Minimum -1.7436e+14
5-th Percentile -2.2042e+13
Q1 -1.4479e+12
Median 4.7368e+10
Q3 2.6209e+12
95-th Percentile 2.0982e+13
Maximum 1.3245e+14
Range 3.0681e+14
IQR 4.0688e+12

Descriptive Statistics

Mean 2.5057e+11
Standard Deviation 1.6802e+13
Variance 2.823e+26
Sum 5.6854e+14
Skewness -0.4197
Kurtosis 19.5529
Coefficient of Variation 67.055
  • volume_fi is not normally distributed (p-value 1.2412881740349036e-23)
  • volume_fi has 555 outliers

volume_em

numerical

Approximate Distinct Count 2281
Approximate Unique (%) 100.0%
Missing 1
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36496
Mean -46.7678
Minimum -118586.975
Maximum 38377.7712
Zeros 0
Zeros (%) 0.0%
Negatives 1091
Negatives (%) 47.8%
  • volume_em is skewed left (γ1 = -3.765)

Quantile Statistics

Minimum -118586.975
5-th Percentile -7870.0825
Q1 -579.5074
Median 10.0646
Q3 772.3038
95-th Percentile 7730.3004
Maximum 38377.7712
Range 156964.7462
IQR 1351.8112

Descriptive Statistics

Mean -46.7678
Standard Deviation 6446.425
Variance 4.1556e+07
Sum -106677.256
Skewness -3.765
Kurtosis 66.4368
Coefficient of Variation -137.8391
  • volume_em is not normally distributed (p-value 1.8265623507013043e-23)
  • volume_em has 603 outliers

volume_sma_em

numerical

Approximate Distinct Count 2268
Approximate Unique (%) 100.0%
Missing 14
Missing (%) 0.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 36288
Mean -62.7793
Minimum -13387.5983
Maximum 8915.6022
Zeros 0
Zeros (%) 0.0%
Negatives 1063
Negatives (%) 46.6%
  • volume_sma_em is skewed left (γ1 = -0.9213)

Quantile Statistics

Minimum -13387.5983
5-th Percentile -3428.9946
Q1 -423.007
Median 12.6974
Q3 376.8476
95-th Percentile 3278.7599
Maximum 8915.6022
Range 22303.2005
IQR 799.8546

Descriptive Statistics

Mean -62.7793
Standard Deviation 2107.0183
Variance 4.4395e+06
Sum -142383.5096
Skewness -0.9213
Kurtosis 8.605
Coefficient of Variation -33.5623
  • volume_sma_em is not normally distributed (p-value 6.072469874666341e-18)
  • volume_sma_em has 487 outliers

volume_vpt

numerical

Approximate Distinct Count 2281
Approximate Unique (%) 100.0%
Missing 1
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36496
Mean 5.1718e+10
Minimum -6.5134e+09
Maximum 1.4206e+11
Zeros 0
Zeros (%) 0.0%
Negatives 444
Negatives (%) 19.5%
  • volume_vpt is skewed right (γ1 = 0.0471)

Quantile Statistics

Minimum -6.5134e+09
5-th Percentile -4.4954e+09
Q1 1.6058e+10
Median 5.8902e+10
Q3 8.4755e+10
95-th Percentile 1.1367e+11
Maximum 1.4206e+11
Range 1.4857e+11
IQR 6.8696e+10

Descriptive Statistics

Mean 5.1718e+10
Standard Deviation 4.044e+10
Variance 1.6354e+21
Sum 1.1797e+14
Skewness 0.04715
Kurtosis -1.2025
Coefficient of Variation 0.7819
  • volume_vpt is not normally distributed (p-value 8.008718729903232e-12)

volume_vwap

numerical

Approximate Distinct Count 2269
Approximate Unique (%) 100.0%
Missing 13
Missing (%) 0.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 36304
Mean 22922.1454
Minimum 3485.6052
Maximum 68401.8293
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volume_vwap is skewed right (γ1 = 0.7573)

Quantile Statistics

Minimum 3485.6052
5-th Percentile 4039.784
Q1 8533.6952
Median 19139.4902
Q3 35827.1544
95-th Percentile 56202.4271
Maximum 68401.8293
Range 64916.2241
IQR 27293.4593

Descriptive Statistics

Mean 22922.1454
Standard Deviation 16799.0365
Variance 2.8221e+08
Sum 5.201e+07
Skewness 0.7573
Kurtosis -0.5335
Coefficient of Variation 0.7329
  • volume_vwap is not normally distributed (p-value 1.763080146515789e-08)

volume_mfi

numerical

Approximate Distinct Count 2265
Approximate Unique (%) 99.8%
Missing 13
Missing (%) 0.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 36304
Mean 52.4687
Minimum 5.7681
Maximum 100
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volume_mfi is skewed right (γ1 = 0.1898)

Quantile Statistics

Minimum 5.7681
5-th Percentile 26.1472
Q1 40.2408
Median 51.861
Q3 63.8122
95-th Percentile 82.8608
Maximum 100
Range 94.2319
IQR 23.5715

Descriptive Statistics

Mean 52.4687
Standard Deviation 17.2553
Variance 297.7464
Sum 119051.5492
Skewness 0.1898
Kurtosis -0.2746
Coefficient of Variation 0.3289
  • volume_mfi is not normally distributed (p-value 7.226689073620936e-05)
  • volume_mfi has 5 outliers

volume_nvi

numerical

Approximate Distinct Count 1179
Approximate Unique (%) 51.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 244.405
Minimum 94.2126
Maximum 1005.594
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volume_nvi is skewed right (γ1 = 2.2464)

Quantile Statistics

Minimum 94.2126
5-th Percentile 101.3539
Q1 174.2112
Median 213.9455
Q3 291.5614
95-th Percentile 451.4588
Maximum 1005.594
Range 911.3813
IQR 117.3502

Descriptive Statistics

Mean 244.405
Standard Deviation 124.511
Variance 15502.9917
Sum 557732.1595
Skewness 2.2464
Kurtosis 7.9348
Coefficient of Variation 0.5094
  • volume_nvi is not normally distributed (p-value 4.0420489786072215e-10)
  • volume_nvi has 92 outliers

volatility_bbm

numerical

Approximate Distinct Count 2263
Approximate Unique (%) 100.0%
Missing 19
Missing (%) 0.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 36208
Mean 22870.0374
Minimum 3524.7448
Maximum 68441.0725
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volatility_bbm is skewed right (γ1 = 0.7436)

Quantile Statistics

Minimum 3524.7448
5-th Percentile 4038.6584
Q1 8489.774
Median 19343.6674
Q3 35675.8307
95-th Percentile 55899.1054
Maximum 68441.0725
Range 64916.3276
IQR 27186.0567

Descriptive Statistics

Mean 22870.0374
Standard Deviation 16725.6912
Variance 2.7975e+08
Sum 5.1755e+07
Skewness 0.7436
Kurtosis -0.5754
Coefficient of Variation 0.7313
  • volatility_bbm is not normally distributed (p-value 7.398522432572061e-09)

volatility_bbh

numerical

Approximate Distinct Count 2263
Approximate Unique (%) 100.0%
Missing 19
Missing (%) 0.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 36208
Mean 25493.8163
Minimum 3676.518
Maximum 77018.847
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volatility_bbh is skewed right (γ1 = 0.7695)

Quantile Statistics

Minimum 3676.518
5-th Percentile 4605.9549
Q1 9608.7288
Median 20232.2534
Q3 40668.1709
95-th Percentile 62775.2504
Maximum 77018.847
Range 73342.329
IQR 31059.4421

Descriptive Statistics

Mean 25493.8163
Standard Deviation 18784.5101
Variance 3.5286e+08
Sum 5.7693e+07
Skewness 0.7695
Kurtosis -0.5538
Coefficient of Variation 0.7368
  • volatility_bbh is not normally distributed (p-value 2.5584973726810787e-08)

volatility_bbl

numerical

Approximate Distinct Count 2263
Approximate Unique (%) 100.0%
Missing 19
Missing (%) 0.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 36208
Mean 20246.2585
Minimum 2980.9129
Maximum 62606.3981
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volatility_bbl is skewed right (γ1 = 0.7539)

Quantile Statistics

Minimum 2980.9129
5-th Percentile 3686.0004
Q1 7252.4809
Median 16421.4697
Q3 30379.068
95-th Percentile 48228.0405
Maximum 62606.3981
Range 59625.4852
IQR 23126.5872

Descriptive Statistics

Mean 20246.2585
Standard Deviation 14859.5579
Variance 2.2081e+08
Sum 4.5817e+07
Skewness 0.7539
Kurtosis -0.4887
Coefficient of Variation 0.7339
  • volatility_bbl is not normally distributed (p-value 8.349982530796219e-08)

volatility_bbw

numerical

Approximate Distinct Count 2263
Approximate Unique (%) 100.0%
Missing 19
Missing (%) 0.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 36208
Mean 22.9902
Minimum 2.599
Maximum 90.1083
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volatility_bbw is skewed right (γ1 = 1.3255)

Quantile Statistics

Minimum 2.599
5-th Percentile 6.8121
Q1 12.3962
Median 19.9206
Q3 29.6268
95-th Percentile 52.4472
Maximum 90.1083
Range 87.5093
IQR 17.2306

Descriptive Statistics

Mean 22.9902
Standard Deviation 14.5324
Variance 211.1899
Sum 52026.9205
Skewness 1.3255
Kurtosis 2.0839
Coefficient of Variation 0.6321
  • volatility_bbw has 94 outliers

volatility_bbp

numerical

Approximate Distinct Count 2263
Approximate Unique (%) 100.0%
Missing 19
Missing (%) 0.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 36208
Mean 0.5333
Minimum -0.5161
Maximum 1.5424
Zeros 0
Zeros (%) 0.0%
Negatives 109
Negatives (%) 4.8%
  • volatility_bbp is skewed left (γ1 = -0.0494)

Quantile Statistics

Minimum -0.5161
5-th Percentile 0.003561
Q1 0.265
Median 0.5362
Q3 0.8055
95-th Percentile 1.0558
Maximum 1.5424
Range 2.0584
IQR 0.5405

Descriptive Statistics

Mean 0.5333
Standard Deviation 0.3392
Variance 0.1151
Sum 1206.9039
Skewness -0.04937
Kurtosis -0.6946
Coefficient of Variation 0.6361
  • volatility_bbp is not normally distributed (p-value 9.294649745474473e-10)

volatility_bbhi

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 155176
  • The largest value (0.0) is over 11.82 times larger than the second largest value (1.0)

Length

Mean 3
Standard Deviation 0
Median 3
Minimum 3
Maximum 3

Sample

1st row 0.0
2nd row 0.0
3rd row 0.0
4th row 0.0
5th row 0.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 4564
  • The top 2 categories (0.0, 1.0) take over 50.0%
  • The largest value (00) is over 11.82 times larger than the second largest value (10)
  • volatility_bbhi has words of constant length

volatility_bbli

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 155176
  • The largest value (0.0) is over 19.94 times larger than the second largest value (1.0)

Length

Mean 3
Standard Deviation 0
Median 3
Minimum 3
Maximum 3

Sample

1st row 0.0
2nd row 0.0
3rd row 0.0
4th row 0.0
5th row 0.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 4564
  • The top 2 categories (0.0, 1.0) take over 50.0%
  • The largest value (00) is over 19.94 times larger than the second largest value (10)
  • volatility_bbli has words of constant length

volatility_kcc

numerical

Approximate Distinct Count 2273
Approximate Unique (%) 100.0%
Missing 9
Missing (%) 0.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 36368
Mean 22922.999
Minimum 3402.5001
Maximum 69446.9911
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volatility_kcc is skewed right (γ1 = 0.767)

Quantile Statistics

Minimum 3402.5001
5-th Percentile 4033.4491
Q1 8501.1408
Median 18976.3503
Q3 36016.8426
95-th Percentile 56206.9998
Maximum 69446.9911
Range 66044.491
IQR 27515.7018

Descriptive Statistics

Mean 22922.999
Standard Deviation 16847.7966
Variance 2.8385e+08
Sum 5.2104e+07
Skewness 0.767
Kurtosis -0.5086
Coefficient of Variation 0.735
  • volatility_kcc is not normally distributed (p-value 1.3244720806322098e-08)

volatility_kch

numerical

Approximate Distinct Count 2282
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 23981.2153
Minimum 3515.8385
Maximum 73560.8794
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volatility_kch is skewed right (γ1 = 0.787)

Quantile Statistics

Minimum 3515.8385
5-th Percentile 4184.0255
Q1 8925.2452
Median 19633.3088
Q3 38000.9879
95-th Percentile 59385.9026
Maximum 73560.8794
Range 70045.0409
IQR 29075.7427

Descriptive Statistics

Mean 23981.2153
Standard Deviation 17728.7906
Variance 3.1431e+08
Sum 5.4725e+07
Skewness 0.787
Kurtosis -0.4734
Coefficient of Variation 0.7393
  • volatility_kch is not normally distributed (p-value 4.1378412068854955e-09)

volatility_kcl

numerical

Approximate Distinct Count 2282
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 21801.5525
Minimum 3248.0486
Maximum 65687.0652
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volatility_kcl is skewed right (γ1 = 0.7602)

Quantile Statistics

Minimum 3248.0486
5-th Percentile 3948.6276
Q1 8069.4793
Median 18096.3363
Q3 32981.4866
95-th Percentile 52944.6562
Maximum 65687.0652
Range 62439.0166
IQR 24912.0073

Descriptive Statistics

Mean 21801.5525
Standard Deviation 15935.0244
Variance 2.5393e+08
Sum 4.9751e+07
Skewness 0.7602
Kurtosis -0.5167
Coefficient of Variation 0.7309
  • volatility_kcl is not normally distributed (p-value 3.092793620047708e-08)

volatility_kcw

numerical

Approximate Distinct Count 2273
Approximate Unique (%) 100.0%
Missing 9
Missing (%) 0.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 36368
Mean 8.9834
Minimum 1.7914
Maximum 35.7389
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volatility_kcw is skewed right (γ1 = 1.6662)

Quantile Statistics

Minimum 1.7914
5-th Percentile 3.728
Q1 5.8759
Median 7.9485
Q3 10.7794
95-th Percentile 18.1018
Maximum 35.7389
Range 33.9474
IQR 4.9035

Descriptive Statistics

Mean 8.9834
Standard Deviation 4.6317
Variance 21.4524
Sum 20419.3247
Skewness 1.6662
Kurtosis 3.975
Coefficient of Variation 0.5156
  • volatility_kcw is not normally distributed (p-value 0.0013524373132942035)
  • volatility_kcw has 114 outliers

volatility_kcp

numerical

Approximate Distinct Count 2282
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 0.5765
Minimum -2.1948
Maximum 3.4569
Zeros 0
Zeros (%) 0.0%
Negatives 410
Negatives (%) 18.0%
  • volatility_kcp is skewed right (γ1 = 0.1372)

Quantile Statistics

Minimum -2.1948
5-th Percentile -0.489
Q1 0.1519
Median 0.5408
Q3 0.9897
95-th Percentile 1.7395
Maximum 3.4569
Range 5.6518
IQR 0.8379

Descriptive Statistics

Mean 0.5765
Standard Deviation 0.6771
Variance 0.4584
Sum 1315.6758
Skewness 0.1372
Kurtosis 0.6139
Coefficient of Variation 1.1743
  • volatility_kcp is not normally distributed (p-value 0.007298169292301749)
  • volatility_kcp has 41 outliers

volatility_kchi

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 155176
  • The largest value (0.0) is over 3.09 times larger than the second largest value (1.0)

Length

Mean 3
Standard Deviation 0
Median 3
Minimum 3
Maximum 3

Sample

1st row 0.0
2nd row 0.0
3rd row 0.0
4th row 0.0
5th row 1.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 4564
  • The top 2 categories (0.0, 1.0) take over 50.0%
  • The largest value (00) is over 3.09 times larger than the second largest value (10)
  • volatility_kchi has words of constant length

volatility_kcli

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 155176
  • The largest value (0.0) is over 4.57 times larger than the second largest value (1.0)

Length

Mean 3
Standard Deviation 0
Median 3
Minimum 3
Maximum 3

Sample

1st row 0.0
2nd row 0.0
3rd row 0.0
4th row 0.0
5th row 0.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 4564
  • The top 2 categories (0.0, 1.0) take over 50.0%
  • The largest value (00) is over 4.57 times larger than the second largest value (10)
  • volatility_kcli has words of constant length

volatility_dcl

numerical

Approximate Distinct Count 597
Approximate Unique (%) 26.4%
Missing 19
Missing (%) 0.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 36208
Mean 20080.9407
Minimum 3191.3035
Maximum 60807.7852
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volatility_dcl is skewed right (γ1 = 0.7354)

Quantile Statistics

Minimum 3191.3035
5-th Percentile 3733.7498
Q1 7397.9902
Median 16408.4746
Q3 29424.4453
95-th Percentile 47159.4844
Maximum 60807.7852
Range 57616.4817
IQR 22026.4551

Descriptive Statistics

Mean 20080.9407
Standard Deviation 14610.2394
Variance 2.1346e+08
Sum 4.5443e+07
Skewness 0.7354
Kurtosis -0.5273
Coefficient of Variation 0.7276
  • volatility_dcl is not normally distributed (p-value 3.25338945558852e-09)

volatility_dch

numerical

Approximate Distinct Count 611
Approximate Unique (%) 27.0%
Missing 19
Missing (%) 0.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 36208
Mean 25603.999
Minimum 3695.614
Maximum 73750.0703
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volatility_dch is skewed right (γ1 = 0.755)

Quantile Statistics

Minimum 3695.614
5-th Percentile 4910.5201
Q1 9602.3335
Median 20664.6074
Q3 41295.2695
95-th Percentile 61683.8633
Maximum 73750.0703
Range 70054.4563
IQR 31692.936

Descriptive Statistics

Mean 25603.999
Standard Deviation 18805.3126
Variance 3.5364e+08
Sum 5.7942e+07
Skewness 0.755
Kurtosis -0.5901
Coefficient of Variation 0.7345
  • volatility_dch is not normally distributed (p-value 2.3574864064424796e-09)

volatility_dcm

numerical

Approximate Distinct Count 1074
Approximate Unique (%) 47.5%
Missing 19
Missing (%) 0.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 36208
Mean 22842.4699
Minimum 3543.3188
Maximum 67278.9277
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volatility_dcm is skewed right (γ1 = 0.7323)

Quantile Statistics

Minimum 3543.3188
5-th Percentile 4144.69
Q1 8546.9496
Median 18986.4883
Q3 35334.7471
95-th Percentile 55482.443
Maximum 67278.9277
Range 63735.6089
IQR 26787.7975

Descriptive Statistics

Mean 22842.4699
Standard Deviation 16632.0321
Variance 2.7662e+08
Sum 5.1693e+07
Skewness 0.7323
Kurtosis -0.5956
Coefficient of Variation 0.7281
  • volatility_dcm is not normally distributed (p-value 1.3258193583890109e-09)

volatility_dcw

numerical

Approximate Distinct Count 2263
Approximate Unique (%) 100.0%
Missing 19
Missing (%) 0.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 36208
Mean 23.8899
Minimum 3.67
Maximum 78.8052
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volatility_dcw is skewed right (γ1 = 1.3136)

Quantile Statistics

Minimum 3.67
5-th Percentile 9.1374
Q1 14.5051
Median 21.2296
Q3 30.222
95-th Percentile 52.5067
Maximum 78.8052
Range 75.1351
IQR 15.7169

Descriptive Statistics

Mean 23.8899
Standard Deviation 13.0573
Variance 170.4938
Sum 54062.9263
Skewness 1.3136
Kurtosis 1.9496
Coefficient of Variation 0.5466
  • volatility_dcw has 107 outliers

volatility_dcp

numerical

Approximate Distinct Count 2249
Approximate Unique (%) 99.4%
Missing 19
Missing (%) 0.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 36208
Mean 0.5303
Minimum 0
Maximum 1
Zeros 5
Zeros (%) 0.2%
Negatives 0
Negatives (%) 0.0%
  • volatility_dcp is skewed left (γ1 = -0.0529)

Quantile Statistics

Minimum 0
5-th Percentile 0.06353
Q1 0.2463
Median 0.5245
Q3 0.8296
95-th Percentile 0.967
Maximum 1
Range 1
IQR 0.5833

Descriptive Statistics

Mean 0.5303
Standard Deviation 0.3064
Variance 0.09387
Sum 1200.1212
Skewness -0.05287
Kurtosis -1.3765
Coefficient of Variation 0.5777

volatility_atr

numerical

Approximate Distinct Count 2274
Approximate Unique (%) 99.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 1079.954
Minimum 0
Maximum 5438.6166
Zeros 9
Zeros (%) 0.4%
Negatives 0
Negatives (%) 0.0%
  • volatility_atr is skewed right (γ1 = 1.3823)

Quantile Statistics

Minimum 0
5-th Percentile 131.9174
Q1 319.9557
Median 689.2725
Q3 1535.7461
95-th Percentile 3284.9785
Maximum 5438.6166
Range 5438.6166
IQR 1215.7903

Descriptive Statistics

Mean 1079.954
Standard Deviation 1020.8998
Variance 1.0422e+06
Sum 2.4645e+06
Skewness 1.3823
Kurtosis 1.2736
Coefficient of Variation 0.9453
  • volatility_atr is not normally distributed (p-value 2.9028591003711068e-11)
  • volatility_atr has 101 outliers

volatility_ui

numerical

Approximate Distinct Count 2209
Approximate Unique (%) 97.4%
Missing 13
Missing (%) 0.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 36304
Mean 7.7031
Minimum 0.2003
Maximum 34.5922
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • volatility_ui is skewed right (γ1 = 1.5127)

Quantile Statistics

Minimum 0.2003
5-th Percentile 1.1225
Q1 3.1241
Median 5.809
Q3 10.9165
95-th Percentile 20.5141
Maximum 34.5922
Range 34.3919
IQR 7.7924

Descriptive Statistics

Mean 7.7031
Standard Deviation 6.2534
Variance 39.1048
Sum 17478.2655
Skewness 1.5127
Kurtosis 2.4554
Coefficient of Variation 0.8118
  • volatility_ui is not normally distributed (p-value 0.007203177750264807)
  • volatility_ui has 93 outliers

trend_macd

numerical

Approximate Distinct Count 2257
Approximate Unique (%) 100.0%
Missing 25
Missing (%) 1.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 36112
Mean 160.3266
Minimum -5053.2741
Maximum 5509.1006
Zeros 0
Zeros (%) 0.0%
Negatives 1122
Negatives (%) 49.2%
  • trend_macd is skewed right (γ1 = 0.4972)

Quantile Statistics

Minimum -5053.2741
5-th Percentile -1759.8431
Q1 -330.8183
Median 2.6621
Q3 537.9797
95-th Percentile 2437.2305
Maximum 5509.1006
Range 10562.3746
IQR 868.7981

Descriptive Statistics

Mean 160.3266
Standard Deviation 1250.8278
Variance 1.5646e+06
Sum 361857.2339
Skewness 0.4972
Kurtosis 3.5445
Coefficient of Variation 7.8017
  • trend_macd is not normally distributed (p-value 4.570157113359607e-13)
  • trend_macd has 311 outliers

trend_macd_signal

numerical

Approximate Distinct Count 2249
Approximate Unique (%) 100.0%
Missing 33
Missing (%) 1.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 35984
Mean 158.3832
Minimum -4438.9991
Maximum 5086.5757
Zeros 0
Zeros (%) 0.0%
Negatives 1136
Negatives (%) 49.8%
  • trend_macd_signal is skewed right (γ1 = 0.4672)

Quantile Statistics

Minimum -4438.9991
5-th Percentile -1784.6313
Q1 -310.012
Median -8.6153
Q3 523.7075
95-th Percentile 2399.195
Maximum 5086.5757
Range 9525.5747
IQR 833.7196

Descriptive Statistics

Mean 158.3832
Standard Deviation 1191.7225
Variance 1.4202e+06
Sum 356203.8656
Skewness 0.4672
Kurtosis 3.0779
Coefficient of Variation 7.5243
  • trend_macd_signal is not normally distributed (p-value 4.149121487435685e-11)
  • trend_macd_signal has 324 outliers

trend_macd_diff

numerical

Approximate Distinct Count 2249
Approximate Unique (%) 100.0%
Missing 33
Missing (%) 1.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 35984
Mean 5.5689
Minimum -1694.5182
Maximum 1305.3134
Zeros 0
Zeros (%) 0.0%
Negatives 1068
Negatives (%) 46.8%
  • trend_macd_diff is skewed left (γ1 = -0.297)

Quantile Statistics

Minimum -1694.5182
5-th Percentile -556.2767
Q1 -111.0405
Median 5.9216
Q3 120.8811
95-th Percentile 568.0465
Maximum 1305.3134
Range 2999.8316
IQR 231.9216

Descriptive Statistics

Mean 5.5689
Standard Deviation 335.1829
Variance 112347.5753
Sum 12524.5291
Skewness -0.297
Kurtosis 3.9387
Coefficient of Variation 60.188
  • trend_macd_diff is not normally distributed (p-value 4.018051888611179e-13)
  • trend_macd_diff has 304 outliers

trend_sma_fast

numerical

Approximate Distinct Count 2271
Approximate Unique (%) 100.0%
Missing 11
Missing (%) 0.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 36336
Mean 22932.9233
Minimum 3419.7675
Maximum 69290.6374
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_sma_fast is skewed right (γ1 = 0.7635)

Quantile Statistics

Minimum 3419.7675
5-th Percentile 4039.0492
Q1 8491.1034
Median 19067.5247
Q3 35973.9731
95-th Percentile 56162.0404
Maximum 69290.6374
Range 65870.8699
IQR 27482.8697

Descriptive Statistics

Mean 22932.9233
Standard Deviation 16846.4771
Variance 2.838e+08
Sum 5.2081e+07
Skewness 0.7635
Kurtosis -0.5189
Coefficient of Variation 0.7346
  • trend_sma_fast is not normally distributed (p-value 1.4126222027570127e-08)

trend_sma_slow

numerical

Approximate Distinct Count 2257
Approximate Unique (%) 100.0%
Missing 25
Missing (%) 1.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 36112
Mean 22822.3413
Minimum 3554.123
Maximum 68423.3136
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_sma_slow is skewed right (γ1 = 0.7261)

Quantile Statistics

Minimum 3554.123
5-th Percentile 4118.8903
Q1 8509.72
Median 19288.5788
Q3 35467.4627
95-th Percentile 55756.3203
Maximum 68423.3136
Range 64869.1905
IQR 26957.7427

Descriptive Statistics

Mean 22822.3413
Standard Deviation 16626.6177
Variance 2.7644e+08
Sum 5.151e+07
Skewness 0.7261
Kurtosis -0.6268
Coefficient of Variation 0.7285
  • trend_sma_slow is not normally distributed (p-value 4.268872069785597e-09)

trend_ema_fast

numerical

Approximate Distinct Count 2271
Approximate Unique (%) 100.0%
Missing 11
Missing (%) 0.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 36336
Mean 22933.2251
Minimum 3478.7669
Maximum 69000.8922
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_ema_fast is skewed right (γ1 = 0.755)

Quantile Statistics

Minimum 3478.7669
5-th Percentile 4044.4245
Q1 8558.6099
Median 19060.4463
Q3 35852.0644
95-th Percentile 56125.2691
Maximum 69000.8922
Range 65522.1253
IQR 27293.4545

Descriptive Statistics

Mean 22933.2251
Standard Deviation 16816.3268
Variance 2.8279e+08
Sum 5.2081e+07
Skewness 0.755
Kurtosis -0.5444
Coefficient of Variation 0.7333
  • trend_ema_fast is not normally distributed (p-value 8.130686223300976e-09)

trend_ema_slow

numerical

Approximate Distinct Count 2257
Approximate Unique (%) 100.0%
Missing 25
Missing (%) 1.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 36112
Mean 22832.3538
Minimum 3559.3219
Maximum 66865.4369
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_ema_slow is skewed right (γ1 = 0.7066)

Quantile Statistics

Minimum 3559.3219
5-th Percentile 4194.4592
Q1 8534.6972
Median 19271.3716
Q3 35502.4343
95-th Percentile 55737.3767
Maximum 66865.4369
Range 63306.1149
IQR 26967.7371

Descriptive Statistics

Mean 22832.3538
Standard Deviation 16564.3495
Variance 2.7438e+08
Sum 5.1533e+07
Skewness 0.7066
Kurtosis -0.6839
Coefficient of Variation 0.7255
  • trend_ema_slow is not normally distributed (p-value 5.2167553994302556e-08)

trend_vortex_ind_pos

numerical

Approximate Distinct Count 2268
Approximate Unique (%) 100.0%
Missing 14
Missing (%) 0.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 36288
Mean 1.025
Minimum 0.393
Maximum 1.6388
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_vortex_ind_pos is skewed left (γ1 = -0.069)

Quantile Statistics

Minimum 0.393
5-th Percentile 0.6892
Q1 0.8925
Median 1.0282
Q3 1.1549
95-th Percentile 1.3506
Maximum 1.6388
Range 1.2458
IQR 0.2625

Descriptive Statistics

Mean 1.025
Standard Deviation 0.1968
Variance 0.03871
Sum 2324.6392
Skewness -0.06898
Kurtosis -0.1886
Coefficient of Variation 0.192
  • trend_vortex_ind_pos is not normally distributed (p-value 0.0006899064311682677)
  • trend_vortex_ind_pos has 14 outliers

trend_vortex_ind_neg

numerical

Approximate Distinct Count 2268
Approximate Unique (%) 100.0%
Missing 14
Missing (%) 0.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 36288
Mean 0.9756
Minimum 0.2719
Maximum 1.5044
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_vortex_ind_neg is skewed left (γ1 = -0.2484)

Quantile Statistics

Minimum 0.2719
5-th Percentile 0.6199
Q1 0.8401
Median 0.9872
Q3 1.1235
95-th Percentile 1.3033
Maximum 1.5044
Range 1.2325
IQR 0.2834

Descriptive Statistics

Mean 0.9756
Standard Deviation 0.2053
Variance 0.04215
Sum 2212.5503
Skewness -0.2484
Kurtosis -0.1815
Coefficient of Variation 0.2104
  • trend_vortex_ind_neg has 8 outliers

trend_vortex_ind_diff

numerical

Approximate Distinct Count 2268
Approximate Unique (%) 100.0%
Missing 14
Missing (%) 0.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 36288
Mean 0.04942
Minimum -1.057
Maximum 1.3217
Zeros 0
Zeros (%) 0.0%
Negatives 1056
Negatives (%) 46.3%
  • trend_vortex_ind_diff is skewed right (γ1 = 0.0999)

Quantile Statistics

Minimum -1.057
5-th Percentile -0.5903
Q1 -0.226
Median 0.03649
Q3 0.3163
95-th Percentile 0.7284
Maximum 1.3217
Range 2.3787
IQR 0.5423

Descriptive Statistics

Mean 0.04942
Standard Deviation 0.3968
Variance 0.1574
Sum 112.0889
Skewness 0.09986
Kurtosis -0.2495
Coefficient of Variation 8.0282
  • trend_vortex_ind_diff is not normally distributed (p-value 0.00038695842662282823)
  • trend_vortex_ind_diff has 7 outliers

trend_trix

numerical

Approximate Distinct Count 2239
Approximate Unique (%) 100.0%
Missing 43
Missing (%) 1.9%
Infinite 0
Infinite (%) 0.0%
Memory Size 35824
Mean 0.07996
Minimum -1.5795
Maximum 2.3003
Zeros 0
Zeros (%) 0.0%
Negatives 1119
Negatives (%) 49.0%
  • trend_trix is skewed right (γ1 = 0.1047)

Quantile Statistics

Minimum -1.5795
5-th Percentile -0.961
Q1 -0.2938
Median 0.00028691
Q3 0.5049
95-th Percentile 1.0894
Maximum 2.3003
Range 3.8798
IQR 0.7988

Descriptive Statistics

Mean 0.07996
Standard Deviation 0.6188
Variance 0.383
Sum 179.0304
Skewness 0.1047
Kurtosis 0.3748
Coefficient of Variation 7.7393
  • trend_trix is not normally distributed (p-value 8.764212141277209e-06)
  • trend_trix has 34 outliers

trend_mass_index

numerical

Approximate Distinct Count 2242
Approximate Unique (%) 100.0%
Missing 40
Missing (%) 1.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 35872
Mean 24.9525
Minimum 20.1249
Maximum 30.1618
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_mass_index is skewed right (γ1 = 0.5972)

Quantile Statistics

Minimum 20.1249
5-th Percentile 22.4715
Q1 23.6169
Median 24.8461
Q3 25.8539
95-th Percentile 28.5319
Maximum 30.1618
Range 10.0369
IQR 2.2371

Descriptive Statistics

Mean 24.9525
Standard Deviation 1.7661
Variance 3.119
Sum 55943.6117
Skewness 0.5972
Kurtosis 0.2812
Coefficient of Variation 0.07078
  • trend_mass_index has 56 outliers

trend_dpo

numerical

Approximate Distinct Count 2263
Approximate Unique (%) 100.0%
Missing 19
Missing (%) 0.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 36208
Mean -37.4514
Minimum -6528.299
Maximum 7493.4107
Zeros 0
Zeros (%) 0.0%
Negatives 1199
Negatives (%) 52.5%
  • trend_dpo is skewed right (γ1 = 0.309)

Quantile Statistics

Minimum -6528.299
5-th Percentile -2070.7656
Q1 -458.6425
Median -29.1363
Q3 360.3914
95-th Percentile 2113.5253
Maximum 7493.4107
Range 14021.7098
IQR 819.0338

Descriptive Statistics

Mean -37.4514
Standard Deviation 1314.6546
Variance 1.7283e+06
Sum -84752.5019
Skewness 0.309
Kurtosis 5.3878
Coefficient of Variation -35.103
  • trend_dpo is not normally distributed (p-value 3.5080854890893587e-13)
  • trend_dpo has 338 outliers

trend_kst

numerical

Approximate Distinct Count 2268
Approximate Unique (%) 100.0%
Missing 14
Missing (%) 0.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 36288
Mean 29.3404
Minimum -378.0397
Maximum 660.9176
Zeros 0
Zeros (%) 0.0%
Negatives 1092
Negatives (%) 47.9%
  • trend_kst is skewed right (γ1 = 0.3129)

Quantile Statistics

Minimum -378.0397
5-th Percentile -229.751
Q1 -66.3085
Median 6.8466
Q3 130.0315
95-th Percentile 294.8276
Maximum 660.9176
Range 1038.9572
IQR 196.34

Descriptive Statistics

Mean 29.3404
Standard Deviation 158.4278
Variance 25099.371
Sum 66543.9535
Skewness 0.3129
Kurtosis 0.7833
Coefficient of Variation 5.3997
  • trend_kst is not normally distributed (p-value 0.0002879213362367813)
  • trend_kst has 40 outliers

trend_kst_sig

numerical

Approximate Distinct Count 2268
Approximate Unique (%) 100.0%
Missing 14
Missing (%) 0.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 36288
Mean 28.5091
Minimum -372.8563
Maximum 640.2529
Zeros 0
Zeros (%) 0.0%
Negatives 1092
Negatives (%) 47.9%
  • trend_kst_sig is skewed right (γ1 = 0.2852)

Quantile Statistics

Minimum -372.8563
5-th Percentile -225.1443
Q1 -65.4845
Median 6.7054
Q3 129.4838
95-th Percentile 290.7327
Maximum 640.2529
Range 1013.1092
IQR 194.9683

Descriptive Statistics

Mean 28.5091
Standard Deviation 156.3333
Variance 24440.1099
Sum 64658.5274
Skewness 0.2852
Kurtosis 0.7098
Coefficient of Variation 5.4836
  • trend_kst_sig is not normally distributed (p-value 4.736966613719878e-05)
  • trend_kst_sig has 31 outliers

trend_kst_diff

numerical

Approximate Distinct Count 2268
Approximate Unique (%) 100.0%
Missing 14
Missing (%) 0.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 36288
Mean 0.8313
Minimum -186.7989
Maximum 155.0015
Zeros 1
Zeros (%) 0.0%
Negatives 1155
Negatives (%) 50.6%
  • trend_kst_diff is skewed right (γ1 = 0.0309)

Quantile Statistics

Minimum -186.7989
5-th Percentile -72.1339
Q1 -26.5851
Median -0.8547
Q3 27.0246
95-th Percentile 82.7383
Maximum 155.0015
Range 341.8004
IQR 53.6097

Descriptive Statistics

Mean 0.8313
Standard Deviation 45.3888
Variance 2060.1444
Sum 1885.426
Skewness 0.03087
Kurtosis 0.7303
Coefficient of Variation 54.5987
  • trend_kst_diff is not normally distributed (p-value 0.009615311935575247)
  • trend_kst_diff has 46 outliers

trend_ichimoku_conv

numerical

Approximate Distinct Count 1515
Approximate Unique (%) 66.6%
Missing 8
Missing (%) 0.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 36384
Mean 22895.6494
Minimum 3438.3046
Maximum 69690.3828
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_ichimoku_conv is skewed right (γ1 = 0.7635)

Quantile Statistics

Minimum 3438.3046
5-th Percentile 4015.6956
Q1 8466.4924
Median 18893.2715
Q3 35296.6982
95-th Percentile 55926.586
Maximum 69690.3828
Range 66252.0782
IQR 26830.2058

Descriptive Statistics

Mean 22895.6494
Standard Deviation 16801.2598
Variance 2.8228e+08
Sum 5.2065e+07
Skewness 0.7635
Kurtosis -0.5137
Coefficient of Variation 0.7338
  • trend_ichimoku_conv is not normally distributed (p-value 5.018333544777498e-09)

trend_ichimoku_base

numerical

Approximate Distinct Count 975
Approximate Unique (%) 43.2%
Missing 25
Missing (%) 1.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 36112
Mean 22822.1032
Minimum 3543.3188
Maximum 67278.9277
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_ichimoku_base is skewed right (γ1 = 0.71)

Quantile Statistics

Minimum 3543.3188
5-th Percentile 4515.7443
Q1 8515.4099
Median 19349.3535
Q3 35186.7822
95-th Percentile 54578.0938
Maximum 67278.9277
Range 63735.6089
IQR 26671.3723

Descriptive Statistics

Mean 22822.1032
Standard Deviation 16533.3762
Variance 2.7335e+08
Sum 5.1509e+07
Skewness 0.71
Kurtosis -0.6591
Coefficient of Variation 0.7244
  • trend_ichimoku_base is not normally distributed (p-value 1.7893001354734181e-09)

trend_ichimoku_a

numerical

Approximate Distinct Count 1727
Approximate Unique (%) 76.5%
Missing 25
Missing (%) 1.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 36112
Mean 22894.3924
Minimum 3517.5645
Maximum 67331.0088
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_ichimoku_a is skewed right (γ1 = 0.7244)

Quantile Statistics

Minimum 3517.5645
5-th Percentile 4280.1168
Q1 8653.0183
Median 19226.9189
Q3 34930.3154
95-th Percentile 55044.8504
Maximum 67331.0088
Range 63813.4443
IQR 26277.2971

Descriptive Statistics

Mean 22894.3924
Standard Deviation 16662.7188
Variance 2.7765e+08
Sum 5.1673e+07
Skewness 0.7244
Kurtosis -0.6165
Coefficient of Variation 0.7278
  • trend_ichimoku_a is not normally distributed (p-value 9.962592107754492e-10)

trend_ichimoku_b

numerical

Approximate Distinct Count 755
Approximate Unique (%) 33.1%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 22565.2994
Minimum 3731.548
Maximum 61179.6953
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_ichimoku_b is skewed right (γ1 = 0.6545)

Quantile Statistics

Minimum 3731.548
5-th Percentile 4752.8018
Q1 8377.5349
Median 18564.7896
Q3 35366.9666
95-th Percentile 54042.0525
Maximum 61179.6953
Range 57448.1473
IQR 26989.4316

Descriptive Statistics

Mean 22565.2994
Standard Deviation 16009.2566
Variance 2.563e+08
Sum 5.1494e+07
Skewness 0.6545
Kurtosis -0.8468
Coefficient of Variation 0.7095
  • trend_ichimoku_b is not normally distributed (p-value 1.4217226766948333e-07)

trend_stc

numerical

Approximate Distinct Count 2197
Approximate Unique (%) 99.4%
Missing 71
Missing (%) 3.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 35376
Mean 53.7575
Minimum 0
Maximum 100
Zeros 7
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • trend_stc is skewed left (γ1 = -0.147)

Quantile Statistics

Minimum 0
5-th Percentile 0.00019073
Q1 1.543
Median 62.5219
Q3 99.7965
95-th Percentile 100
Maximum 100
Range 100
IQR 98.2536

Descriptive Statistics

Mean 53.7575
Standard Deviation 44.0391
Variance 1939.4445
Sum 118857.7889
Skewness -0.147
Kurtosis -1.8037
Coefficient of Variation 0.8192
  • trend_stc is not normally distributed (p-value 9.366427289653793e-19)

trend_adx

numerical

Approximate Distinct Count 2256
Approximate Unique (%) 98.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 30.0988
Minimum 0
Maximum 70.2951
Zeros 27
Zeros (%) 1.2%
Negatives 0
Negatives (%) 0.0%
  • trend_adx is skewed right (γ1 = 0.565)

Quantile Statistics

Minimum 0
5-th Percentile 14.5947
Q1 20.6151
Median 27.9715
Q3 37.7549
95-th Percentile 54.4172
Maximum 70.2951
Range 70.2951
IQR 17.1398

Descriptive Statistics

Mean 30.0988
Standard Deviation 12.363
Variance 152.845
Sum 68685.3907
Skewness 0.565
Kurtosis -0.02078
Coefficient of Variation 0.4107
  • trend_adx has 11 outliers

trend_adx_pos

numerical

Approximate Distinct Count 2268
Approximate Unique (%) 99.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 23.6862
Minimum 0
Maximum 70.109
Zeros 15
Zeros (%) 0.7%
Negatives 0
Negatives (%) 0.0%
  • trend_adx_pos is skewed right (γ1 = 0.7534)

Quantile Statistics

Minimum 0
5-th Percentile 10.352
Q1 16.4268
Median 22.2268
Q3 29.4567
95-th Percentile 42.3047
Maximum 70.109
Range 70.109
IQR 13.0299

Descriptive Statistics

Mean 23.6862
Standard Deviation 9.9671
Variance 99.3424
Sum 54051.8948
Skewness 0.7534
Kurtosis 0.9139
Coefficient of Variation 0.4208
  • trend_adx_pos is not normally distributed (p-value 0.0072304416452659065)
  • trend_adx_pos has 40 outliers

trend_adx_neg

numerical

Approximate Distinct Count 2268
Approximate Unique (%) 99.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 22.0199
Minimum 0
Maximum 63.3604
Zeros 15
Zeros (%) 0.7%
Negatives 0
Negatives (%) 0.0%
  • trend_adx_neg is skewed right (γ1 = 0.3722)

Quantile Statistics

Minimum 0
5-th Percentile 7.744
Q1 15.231
Median 21.7479
Q3 27.9356
95-th Percentile 37.4545
Maximum 63.3604
Range 63.3604
IQR 12.7045

Descriptive Statistics

Mean 22.0199
Standard Deviation 9.2261
Variance 85.12
Sum 50249.3733
Skewness 0.3722
Kurtosis 0.4785
Coefficient of Variation 0.419
  • trend_adx_neg is not normally distributed (p-value 0.000620665090074304)
  • trend_adx_neg has 21 outliers

trend_cci

numerical

Approximate Distinct Count 2263
Approximate Unique (%) 100.0%
Missing 19
Missing (%) 0.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 36208
Mean 10.8853
Minimum -498.7711
Maximum 498.8287
Zeros 0
Zeros (%) 0.0%
Negatives 1046
Negatives (%) 45.8%
  • trend_cci is skewed left (γ1 = -0.0623)

Quantile Statistics

Minimum -498.7711
5-th Percentile -169.0422
Q1 -76.2528
Median 13.5624
Q3 98.4516
95-th Percentile 187.1901
Maximum 498.8287
Range 997.5997
IQR 174.7043

Descriptive Statistics

Mean 10.8853
Standard Deviation 116.4602
Variance 13562.985
Sum 24633.5213
Skewness -0.06233
Kurtosis 0.1152
Coefficient of Variation 10.6988
  • trend_cci is not normally distributed (p-value 0.00965216900353274)
  • trend_cci has 11 outliers

trend_visual_ichimoku_a

numerical

Approximate Distinct Count 1707
Approximate Unique (%) 75.6%
Missing 25
Missing (%) 1.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 36112
Mean 22412.4057
Minimum 3517.5645
Maximum 64304.6641
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_visual_ichimoku_a is skewed right (γ1 = 0.6967)

Quantile Statistics

Minimum 3517.5645
5-th Percentile 4280.1168
Q1 8653.0183
Median 19226.9189
Q3 34344.6895
95-th Percentile 53993.7777
Maximum 64304.6641
Range 60787.0996
IQR 25691.6711

Descriptive Statistics

Mean 22412.4057
Standard Deviation 16037.3482
Variance 2.572e+08
Sum 5.0585e+07
Skewness 0.6967
Kurtosis -0.6846
Coefficient of Variation 0.7156
  • trend_visual_ichimoku_a is not normally distributed (p-value 8.880383697724096e-09)

trend_visual_ichimoku_b

numerical

Approximate Distinct Count 740
Approximate Unique (%) 32.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 22174.8188
Minimum 3731.548
Maximum 61179.6953
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_visual_ichimoku_b is skewed right (γ1 = 0.6632)

Quantile Statistics

Minimum 3731.548
5-th Percentile 4752.8018
Q1 8377.5349
Median 18564.7896
Q3 34622.0361
95-th Percentile 53359
Maximum 61179.6953
Range 57448.1473
IQR 26244.5012

Descriptive Statistics

Mean 22174.8188
Standard Deviation 15579.6591
Variance 2.4273e+08
Sum 5.0603e+07
Skewness 0.6632
Kurtosis -0.8071
Coefficient of Variation 0.7026
  • trend_visual_ichimoku_b is not normally distributed (p-value 1.8702640773498845e-07)

trend_aroon_up

numerical

Approximate Distinct Count 26
Approximate Unique (%) 1.2%
Missing 25
Missing (%) 1.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 36112
Mean 51.3815
Minimum 0
Maximum 100
Zeros 280
Zeros (%) 12.3%
Negatives 0
Negatives (%) 0.0%
  • trend_aroon_up is skewed left (γ1 = -0.0705)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 16
Median 52
Q3 88
95-th Percentile 100
Maximum 100
Range 100
IQR 72

Descriptive Statistics

Mean 51.3815
Standard Deviation 36.3803
Variance 1323.5251
Sum 115968
Skewness -0.0705
Kurtosis -1.5019
Coefficient of Variation 0.708
  • trend_aroon_up is not normally distributed (p-value 1.9862745418327075e-09)

trend_aroon_down

numerical

Approximate Distinct Count 26
Approximate Unique (%) 1.2%
Missing 25
Missing (%) 1.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 36112
Mean 41.6535
Minimum 0
Maximum 100
Zeros 385
Zeros (%) 16.9%
Negatives 0
Negatives (%) 0.0%
  • trend_aroon_down is skewed right (γ1 = 0.3171)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 8
Median 36
Q3 76
95-th Percentile 100
Maximum 100
Range 100
IQR 68

Descriptive Statistics

Mean 41.6535
Standard Deviation 35.0215
Variance 1226.5058
Sum 94012
Skewness 0.3171
Kurtosis -1.3548
Coefficient of Variation 0.8408
  • trend_aroon_down is not normally distributed (p-value 6.471878969231754e-14)

trend_aroon_ind

numerical

Approximate Distinct Count 108
Approximate Unique (%) 4.8%
Missing 25
Missing (%) 1.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 36112
Mean 9.728
Minimum -100
Maximum 100
Zeros 21
Zeros (%) 0.9%
Negatives 1023
Negatives (%) 44.8%
  • trend_aroon_ind is skewed left (γ1 = -0.1209)

Quantile Statistics

Minimum -100
5-th Percentile -84
Q1 -48
Median 16
Q3 68
95-th Percentile 96
Maximum 100
Range 200
IQR 116

Descriptive Statistics

Mean 9.728
Standard Deviation 62.1259
Variance 3859.6299
Sum 21956
Skewness -0.1209
Kurtosis -1.427
Coefficient of Variation 6.3863
  • trend_aroon_ind is not normally distributed (p-value 0.007894791548277536)

trend_psar_up

numerical

Approximate Distinct Count 1161
Approximate Unique (%) 98.2%
Missing 1100
Missing (%) 48.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 18912
Mean 21985.107
Minimum 3191.3035
Maximum 66655.707
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_psar_up is skewed right (γ1 = 0.7365)

Quantile Statistics

Minimum 3191.3035
5-th Percentile 4155.6374
Q1 7863.3378
Median 18678.9402
Q3 32456.59
95-th Percentile 53090.7145
Maximum 66655.707
Range 63464.4035
IQR 24593.2522

Descriptive Statistics

Mean 21985.107
Standard Deviation 15831.0521
Variance 2.5062e+08
Sum 2.5986e+07
Skewness 0.7365
Kurtosis -0.4744
Coefficient of Variation 0.7201
  • trend_psar_up is not normally distributed (p-value 8.623932571162737e-10)

trend_psar_down

numerical

Approximate Distinct Count 1083
Approximate Unique (%) 98.6%
Missing 1184
Missing (%) 51.9%
Infinite 0
Infinite (%) 0.0%
Memory Size 17568
Mean 23814.9551
Minimum 3543.4635
Maximum 73750.0703
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • trend_psar_down is skewed right (γ1 = 0.8277)

Quantile Statistics

Minimum 3543.4635
5-th Percentile 4209.5204
Q1 9105.7813
Median 17983.2501
Q3 38396.5361
95-th Percentile 59000.9165
Maximum 73750.0703
Range 70206.6068
IQR 29290.7549

Descriptive Statistics

Mean 23814.9551
Standard Deviation 17956.0577
Variance 3.2242e+08
Sum 2.6149e+07
Skewness 0.8277
Kurtosis -0.4754
Coefficient of Variation 0.754
  • trend_psar_down is not normally distributed (p-value 1.9852842103295253e-08)

trend_psar_up_indicator

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 155176
  • The largest value (0.0) is over 23.8 times larger than the second largest value (1.0)

Length

Mean 3
Standard Deviation 0
Median 3
Minimum 3
Maximum 3

Sample

1st row 0.0
2nd row 0.0
3rd row 0.0
4th row 1.0
5th row 0.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 4564
  • The top 2 categories (0.0, 1.0) take over 50.0%
  • The largest value (00) is over 23.8 times larger than the second largest value (10)
  • trend_psar_up_indicator has words of constant length

trend_psar_down_indicator

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 155176
  • The largest value (0.0) is over 23.8 times larger than the second largest value (1.0)

Length

Mean 3
Standard Deviation 0
Median 3
Minimum 3
Maximum 3

Sample

1st row 0.0
2nd row 0.0
3rd row 1.0
4th row 0.0
5th row 0.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 4564
  • The top 2 categories (0.0, 1.0) take over 50.0%
  • The largest value (00) is over 23.8 times larger than the second largest value (10)
  • trend_psar_down_indicator has words of constant length

momentum_rsi

numerical

Approximate Distinct Count 2269
Approximate Unique (%) 100.0%
Missing 13
Missing (%) 0.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 36304
Mean 52.014
Minimum 9.9202
Maximum 90.7194
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • momentum_rsi is skewed right (γ1 = 0.2471)

Quantile Statistics

Minimum 9.9202
5-th Percentile 30.1683
Q1 42.2193
Median 50.6988
Q3 61.1746
95-th Percentile 78.1681
Maximum 90.7194
Range 80.7992
IQR 18.9552

Descriptive Statistics

Mean 52.014
Standard Deviation 14.2629
Variance 203.4316
Sum 118019.7599
Skewness 0.2471
Kurtosis -0.2144
Coefficient of Variation 0.2742
  • momentum_rsi is not normally distributed (p-value 0.002179622529286409)
  • momentum_rsi has 5 outliers

momentum_stoch_rsi

numerical

Approximate Distinct Count 1655
Approximate Unique (%) 73.4%
Missing 26
Missing (%) 1.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 36096
Mean 0.5052
Minimum 0
Maximum 1
Zeros 284
Zeros (%) 12.4%
Negatives 0
Negatives (%) 0.0%
  • momentum_stoch_rsi is skewed right (γ1 = 0.0115)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0.1692
Median 0.4886
Q3 0.866
95-th Percentile 1
Maximum 1
Range 1
IQR 0.6968

Descriptive Statistics

Mean 0.5052
Standard Deviation 0.3613
Variance 0.1305
Sum 1139.6696
Skewness 0.01146
Kurtosis -1.4691
Coefficient of Variation 0.7152
  • momentum_stoch_rsi is not normally distributed (p-value 1.1138277230484282e-18)

momentum_stoch_rsi_k

numerical

Approximate Distinct Count 2019
Approximate Unique (%) 89.6%
Missing 28
Missing (%) 1.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 36064
Mean 0.5049
Minimum 0
Maximum 1
Zeros 50
Zeros (%) 2.2%
Negatives 0
Negatives (%) 0.0%
  • momentum_stoch_rsi_k is skewed right (γ1 = 0.0331)

Quantile Statistics

Minimum 0
5-th Percentile 0.02542
Q1 0.1973
Median 0.4861
Q3 0.824
95-th Percentile 0.9897
Maximum 1
Range 1
IQR 0.6268

Descriptive Statistics

Mean 0.5049
Standard Deviation 0.3299
Variance 0.1088
Sum 1137.9889
Skewness 0.0331
Kurtosis -1.4222
Coefficient of Variation 0.6534
  • momentum_stoch_rsi_k is not normally distributed (p-value 4.994114761428803e-11)

momentum_stoch_rsi_d

numerical

Approximate Distinct Count 2214
Approximate Unique (%) 98.3%
Missing 30
Missing (%) 1.3%
Infinite 0
Infinite (%) 0.0%
Memory Size 36032
Mean 0.5046
Minimum 0
Maximum 1
Zeros 9
Zeros (%) 0.4%
Negatives 0
Negatives (%) 0.0%
  • momentum_stoch_rsi_d is skewed right (γ1 = 0.0392)

Quantile Statistics

Minimum 0
5-th Percentile 0.04496
Q1 0.2119
Median 0.4865
Q3 0.8124
95-th Percentile 0.9723
Maximum 1
Range 1
IQR 0.6005

Descriptive Statistics

Mean 0.5046
Standard Deviation 0.317
Variance 0.1005
Sum 1136.4507
Skewness 0.03917
Kurtosis -1.4078
Coefficient of Variation 0.6283

momentum_tsi

numerical

Approximate Distinct Count 2245
Approximate Unique (%) 100.0%
Missing 37
Missing (%) 1.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 35920
Mean 4.3642
Minimum -68.6452
Maximum 72.6222
Zeros 0
Zeros (%) 0.0%
Negatives 1103
Negatives (%) 48.3%
  • momentum_tsi is skewed right (γ1 = 0.2512)

Quantile Statistics

Minimum -68.6452
5-th Percentile -33.7797
Q1 -12.7662
Median 0.6137
Q3 21.7144
95-th Percentile 51.0384
Maximum 72.6222
Range 141.2674
IQR 34.4806

Descriptive Statistics

Mean 4.3642
Standard Deviation 25.4462
Variance 647.5089
Sum 9797.5744
Skewness 0.2512
Kurtosis -0.3085
Coefficient of Variation 5.8307
  • momentum_tsi has 6 outliers

momentum_uo

numerical

Approximate Distinct Count 2254
Approximate Unique (%) 100.0%
Missing 28
Missing (%) 1.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 36064
Mean 52.8187
Minimum 20.556
Maximum 85.5979
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • momentum_uo is skewed left (γ1 = -0.0239)

Quantile Statistics

Minimum 20.556
5-th Percentile 35.8026
Q1 46.1253
Median 52.7948
Q3 59.8899
95-th Percentile 69.5593
Maximum 85.5979
Range 65.0419
IQR 13.7646

Descriptive Statistics

Mean 52.8187
Standard Deviation 10.1546
Variance 103.1163
Sum 119053.3339
Skewness -0.02393
Kurtosis -0.2287
Coefficient of Variation 0.1923
  • momentum_uo has 12 outliers

momentum_stoch

numerical

Approximate Distinct Count 2252
Approximate Unique (%) 99.2%
Missing 13
Missing (%) 0.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 36304
Mean 53.0383
Minimum 0
Maximum 100
Zeros 7
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • momentum_stoch is skewed left (γ1 = -0.0697)

Quantile Statistics

Minimum 0
5-th Percentile 6.2711
Q1 25.6242
Median 53.6953
Q3 81.9963
95-th Percentile 96.4166
Maximum 100
Range 100
IQR 56.3721

Descriptive Statistics

Mean 53.0383
Standard Deviation 30.3185
Variance 919.2143
Sum 120343.8023
Skewness -0.06969
Kurtosis -1.3428
Coefficient of Variation 0.5716

momentum_stoch_signal

numerical

Approximate Distinct Count 2266
Approximate Unique (%) 100.0%
Missing 15
Missing (%) 0.7%
Infinite 0
Infinite (%) 0.0%
Memory Size 36272
Mean 53.0383
Minimum 1.3698
Maximum 99.1989
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • momentum_stoch_signal is skewed left (γ1 = -0.0666)

Quantile Statistics

Minimum 1.3698
5-th Percentile 10.1642
Q1 26.3628
Median 53.5622
Q3 79.7228
95-th Percentile 93.1191
Maximum 99.1989
Range 97.8291
IQR 53.36

Descriptive Statistics

Mean 53.0383
Standard Deviation 28.3926
Variance 806.1392
Sum 120237.7586
Skewness -0.06664
Kurtosis -1.3821
Coefficient of Variation 0.5353

momentum_wr

numerical

Approximate Distinct Count 2252
Approximate Unique (%) 99.2%
Missing 13
Missing (%) 0.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 36304
Mean -46.9617
Minimum -100
Maximum 0
Zeros 12
Zeros (%) 0.5%
Negatives 2257
Negatives (%) 98.9%
  • momentum_wr is skewed left (γ1 = -0.0697)

Quantile Statistics

Minimum -100
5-th Percentile -93.7289
Q1 -74.3758
Median -46.3047
Q3 -18.0037
95-th Percentile -3.5834
Maximum 0
Range 100
IQR 56.3721

Descriptive Statistics

Mean -46.9617
Standard Deviation 30.3185
Variance 919.2143
Sum -106556.1977
Skewness -0.06969
Kurtosis -1.3428
Coefficient of Variation -0.6456

momentum_ao

numerical

Approximate Distinct Count 2249
Approximate Unique (%) 100.0%
Missing 33
Missing (%) 1.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 35984
Mean 359.0329
Minimum -13774.3132
Maximum 13305.5395
Zeros 0
Zeros (%) 0.0%
Negatives 1074
Negatives (%) 47.1%
  • momentum_ao is skewed right (γ1 = 0.4655)

Quantile Statistics

Minimum -13774.3132
5-th Percentile -4139.4435
Q1 -823.0742
Median 55.8272
Q3 1350.8412
95-th Percentile 5681.9526
Maximum 13305.5395
Range 27079.8527
IQR 2173.9154

Descriptive Statistics

Mean 359.0329
Standard Deviation 3041.152
Variance 9.2486e+06
Sum 807464.996
Skewness 0.4655
Kurtosis 4.2096
Coefficient of Variation 8.4704
  • momentum_ao is not normally distributed (p-value 2.915721410451915e-13)
  • momentum_ao has 272 outliers

momentum_roc

numerical

Approximate Distinct Count 2270
Approximate Unique (%) 100.0%
Missing 12
Missing (%) 0.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 36320
Mean 1.6536
Minimum -42.726
Maximum 59.7738
Zeros 0
Zeros (%) 0.0%
Negatives 1046
Negatives (%) 45.8%
  • momentum_roc is skewed right (γ1 = 0.3196)

Quantile Statistics

Minimum -42.726
5-th Percentile -18.6019
Q1 -5.6312
Median 0.9257
Q3 7.9
95-th Percentile 25.1699
Maximum 59.7738
Range 102.4998
IQR 13.5312

Descriptive Statistics

Mean 1.6536
Standard Deviation 13.1691
Variance 173.4249
Sum 3753.7663
Skewness 0.3196
Kurtosis 1.3372
Coefficient of Variation 7.9637
  • momentum_roc is not normally distributed (p-value 0.00014236013984128166)
  • momentum_roc has 122 outliers

momentum_ppo

numerical

Approximate Distinct Count 2257
Approximate Unique (%) 100.0%
Missing 25
Missing (%) 1.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 36112
Mean 0.3167
Minimum -14.9871
Maximum 15.7
Zeros 0
Zeros (%) 0.0%
Negatives 1122
Negatives (%) 49.2%
  • momentum_ppo is skewed left (γ1 = -0.2078)

Quantile Statistics

Minimum -14.9871
5-th Percentile -7.6245
Q1 -2.2256
Median 0.02519
Q3 3.2079
95-th Percentile 7.3404
Maximum 15.7
Range 30.6871
IQR 5.4336

Descriptive Statistics

Mean 0.3167
Standard Deviation 4.4544
Variance 19.8414
Sum 714.8152
Skewness -0.2078
Kurtosis 0.6092
Coefficient of Variation 14.0645
  • momentum_ppo is not normally distributed (p-value 0.0012268318738466208)
  • momentum_ppo has 70 outliers

momentum_ppo_signal

numerical

Approximate Distinct Count 2249
Approximate Unique (%) 100.0%
Missing 33
Missing (%) 1.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 35984
Mean 0.3237
Minimum -11.9443
Maximum 13.7732
Zeros 0
Zeros (%) 0.0%
Negatives 1136
Negatives (%) 49.8%
  • momentum_ppo_signal is skewed left (γ1 = -0.18)

Quantile Statistics

Minimum -11.9443
5-th Percentile -7.2343
Q1 -2.0465
Median -0.0837
Q3 3.3294
95-th Percentile 6.8369
Maximum 13.7732
Range 25.7174
IQR 5.3759

Descriptive Statistics

Mean 0.3237
Standard Deviation 4.2307
Variance 17.8992
Sum 727.9281
Skewness -0.18
Kurtosis 0.3865
Coefficient of Variation 13.0713
  • momentum_ppo_signal is not normally distributed (p-value 4.159524271033034e-05)
  • momentum_ppo_signal has 50 outliers

momentum_ppo_hist

numerical

Approximate Distinct Count 2249
Approximate Unique (%) 100.0%
Missing 33
Missing (%) 1.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 35984
Mean 0.01912
Minimum -5.1864
Maximum 4.754
Zeros 0
Zeros (%) 0.0%
Negatives 1128
Negatives (%) 49.4%
  • momentum_ppo_hist is skewed left (γ1 = -0.0623)

Quantile Statistics

Minimum -5.1864
5-th Percentile -1.9686
Q1 -0.6649
Median -0.004819
Q3 0.7284
95-th Percentile 2.1456
Maximum 4.754
Range 9.9404
IQR 1.3932

Descriptive Statistics

Mean 0.01912
Standard Deviation 1.2343
Variance 1.5234
Sum 42.9913
Skewness -0.06231
Kurtosis 0.996
Coefficient of Variation 64.568
  • momentum_ppo_hist is not normally distributed (p-value 0.0015797560215814715)
  • momentum_ppo_hist has 71 outliers

momentum_pvo

numerical

Approximate Distinct Count 2257
Approximate Unique (%) 100.0%
Missing 25
Missing (%) 1.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 36112
Mean -0.177
Minimum -23.2436
Maximum 27.5394
Zeros 0
Zeros (%) 0.0%
Negatives 1162
Negatives (%) 50.9%
  • momentum_pvo is skewed right (γ1 = 0.1235)

Quantile Statistics

Minimum -23.2436
5-th Percentile -13.3153
Q1 -5.3241
Median -0.2216
Q3 4.6242
95-th Percentile 12.8908
Maximum 27.5394
Range 50.7831
IQR 9.9483

Descriptive Statistics

Mean -0.177
Standard Deviation 7.8968
Variance 62.3598
Sum -399.399
Skewness 0.1235
Kurtosis 0.17
Coefficient of Variation -44.6249
  • momentum_pvo has 26 outliers

momentum_pvo_signal

numerical

Approximate Distinct Count 2249
Approximate Unique (%) 100.0%
Missing 33
Missing (%) 1.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 35984
Mean -0.1442
Minimum -19.3466
Maximum 20.017
Zeros 0
Zeros (%) 0.0%
Negatives 1120
Negatives (%) 49.1%
  • momentum_pvo_signal is skewed left (γ1 = -0.1249)

Quantile Statistics

Minimum -19.3466
5-th Percentile -12.3746
Q1 -4.3915
Median 0.04268
Q3 4.2555
95-th Percentile 11.0091
Maximum 20.017
Range 39.3636
IQR 8.6469

Descriptive Statistics

Mean -0.1442
Standard Deviation 6.839
Variance 46.7723
Sum -324.2995
Skewness -0.1249
Kurtosis 0.01077
Coefficient of Variation -47.4283
  • momentum_pvo_signal has 22 outliers

momentum_pvo_hist

numerical

Approximate Distinct Count 2249
Approximate Unique (%) 100.0%
Missing 33
Missing (%) 1.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 35984
Mean 0.009807
Minimum -12.1104
Maximum 17.9856
Zeros 0
Zeros (%) 0.0%
Negatives 1177
Negatives (%) 51.6%
  • momentum_pvo_hist is skewed right (γ1 = 0.4666)

Quantile Statistics

Minimum -12.1104
5-th Percentile -5.4124
Q1 -2.1456
Median -0.1545
Q3 1.9119
95-th Percentile 6.021
Maximum 17.9856
Range 30.096
IQR 4.0575

Descriptive Statistics

Mean 0.009807
Standard Deviation 3.5165
Variance 12.3657
Sum 22.0568
Skewness 0.4666
Kurtosis 1.528
Coefficient of Variation 358.5565
  • momentum_pvo_hist is not normally distributed (p-value 0.0014248687224254887)
  • momentum_pvo_hist has 78 outliers

momentum_kama

numerical

Approximate Distinct Count 2273
Approximate Unique (%) 100.0%
Missing 9
Missing (%) 0.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 36368
Mean 23091.7705
Minimum 3534.5253
Maximum 67939.0785
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • momentum_kama is skewed right (γ1 = 0.7391)

Quantile Statistics

Minimum 3534.5253
5-th Percentile 4016.4976
Q1 8510.6605
Median 18992.1133
Q3 36435.3754
95-th Percentile 56332.5565
Maximum 67939.0785
Range 64404.5532
IQR 27924.7149

Descriptive Statistics

Mean 23091.7705
Standard Deviation 16940.0788
Variance 2.8697e+08
Sum 5.2488e+07
Skewness 0.7391
Kurtosis -0.5984
Coefficient of Variation 0.7336
  • momentum_kama is not normally distributed (p-value 2.1804482598061052e-08)

others_dr

numerical

Approximate Distinct Count 2281
Approximate Unique (%) 100.0%
Missing 1
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36496
Mean 0.1389
Minimum -37.1695
Maximum 18.7465
Zeros 0
Zeros (%) 0.0%
Negatives 1107
Negatives (%) 48.5%
  • others_dr is skewed left (γ1 = -0.3589)

Quantile Statistics

Minimum -37.1695
5-th Percentile -5.7253
Q1 -1.3795
Median 0.08695
Q3 1.6484
95-th Percentile 5.7402
Maximum 18.7465
Range 55.916
IQR 3.0278

Descriptive Statistics

Mean 0.1389
Standard Deviation 3.6166
Variance 13.0797
Sum 316.7643
Skewness -0.3589
Kurtosis 7.7827
Coefficient of Variation 26.0428
  • others_dr is not normally distributed (p-value 1.596633522242447e-12)
  • others_dr has 208 outliers

others_dlr

numerical

Approximate Distinct Count 2281
Approximate Unique (%) 100.0%
Missing 1
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36496
Mean 0.07247
Minimum -46.473
Maximum 17.1821
Zeros 0
Zeros (%) 0.0%
Negatives 1107
Negatives (%) 48.5%
  • others_dlr is skewed left (γ1 = -1.0352)

Quantile Statistics

Minimum -46.473
5-th Percentile -5.8958
Q1 -1.3891
Median 0.08691
Q3 1.6349
95-th Percentile 5.5815
Maximum 17.1821
Range 63.6551
IQR 3.024

Descriptive Statistics

Mean 0.07247
Standard Deviation 3.6628
Variance 13.4161
Sum 165.3101
Skewness -1.0352
Kurtosis 14.0236
Coefficient of Variation 50.5404
  • others_dlr is not normally distributed (p-value 3.638130122786517e-14)
  • others_dlr has 215 outliers

others_cr

numerical

Approximate Distinct Count 2281
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 36512
Mean 68.6075
Minimum -76.3
Maximum 435.128
Zeros 1
Zeros (%) 0.0%
Negatives 1021
Negatives (%) 44.7%
  • others_cr is skewed right (γ1 = 0.7937)

Quantile Statistics

Minimum -76.3
5-th Percentile -70.1882
Q1 -37.2738
Median 38.9547
Q3 161.1986
95-th Percentile 317.9581
Maximum 435.128
Range 511.4279
IQR 198.4724

Descriptive Statistics

Mean 68.6075
Standard Deviation 124.6511
Variance 15537.8883
Sum 156562.3989
Skewness 0.7937
Kurtosis -0.4265
Coefficient of Variation 1.8169
  • others_cr is not normally distributed (p-value 4.62892101199935e-09)

Interactions

Correlations

Missing Values